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Data 2.0 and the research era of AI data

Announcing Snorkel’s $350M fundraise to build the frontier lab for AI data.

September 22, 2026
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How Skill-it! enables faster, better LLM training
How Skill-it! enables faster, better LLM training

Humans learn tasks better when taught in a logical order. So do LLMs. Researchers developed a way to exploit this tendency called “Skill-it!”

Mar 12, 2024 •
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Fine-tuned representation models boost LLM systems. Here’s how
Fine-tuned representation models boost LLM systems. Here’s how

Fine-tuned representation models are often the most effective way to boost the performance of AI applications. Learn why.

Mar 05, 2024 •
Learn more about Fine-tuned representation models boost LLM systems. Here’s how
Enterprise GenAI to surge in 2024: survey results
Enterprise GenAI to surge in 2024: survey results

Enterprise GenAI 2024: applications will likely surge toward production, according to Snorkel AI Enterprise LLM Summit survey results .

Feb 29, 2024 •
Learn more about Enterprise GenAI to surge in 2024: survey results
Large language model training: three phases that shape LLM training
Large language model training: three phases that shape LLM training

Training large language models is a multi-layered stack of processes, each with its unique role and contribution to the model’s performance.

Feb 27, 2024 •
Learn more about Large language model training: three phases that shape LLM training
LoRA: Low-Rank Adaptation for LLMs
LoRA: Low-Rank Adaptation for LLMs

Low-rank adaptation (LoRA) lets data scientists customize GenAI models like LLMs faster than traditional full fine-tuning methods.

Feb 21, 2024 •
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LLM distillation demystified: a complete guide

LLM distillation isolates task-specific LLM performance and mirrors it in a smaller format—creating faster and cheaper performance.

Feb 13, 2024 •
Learn more about LLM distillation demystified: a complete guide
Enterprises must shift their focus from models to data in AI development
Enterprises must shift their focus from models to data in AI development

Snorkel AI CEO Alex Ratner explains his view on the importance of AI in data development and illustrates his position with two case studies.

Feb 09, 2024 •
Learn more about Enterprises must shift their focus from models to data in AI development
Insurance’s GenAI revolution: a business perspective
Insurance’s GenAI revolution: a business perspective

Snorkel CEO Alex Ratner talks with QBE Ventures’ Alex Taylor about the future of AI, LLMs and multimodal models in the insurance industry.

Feb 06, 2024 •
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Scaling human preferences in AI: Snorkel’s programmatic approach
Scaling human preferences in AI: Snorkel’s programmatic approach

We’ve developed new approaches to scale human preferences and align LLM output to enterprise users’ expectations by magnifying SME impact.

Jan 31, 2024 •
Learn more about Scaling human preferences in AI: Snorkel’s programmatic approach
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